| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.641 | -0.514 |
|
Retracted Output
|
-0.306 | -0.126 |
|
Institutional Self-Citation
|
-0.736 | -0.566 |
|
Discontinued Journals Output
|
-0.485 | -0.415 |
|
Hyperauthored Output
|
0.425 | 0.594 |
|
Leadership Impact Gap
|
0.309 | 0.284 |
|
Hyperprolific Authors
|
-0.847 | -0.275 |
|
Institutional Journal Output
|
-0.268 | -0.220 |
|
Redundant Output
|
-0.200 | 0.027 |
Dartmouth College demonstrates a robust and commendable scientific integrity profile, reflected in an overall risk score of -0.374, which indicates performance significantly better than the global average. The institution's primary strengths lie in its exceptionally low rates of institutional self-citation, hyperprolific authorship, and engagement with discontinued journals, showcasing a culture that prioritizes external validation and quality over volume. These strengths are further highlighted by the institution's resilience against national trends in redundant publications. Areas warranting strategic attention, though not critical, include a moderate tendency towards hyper-authored output and a noticeable gap between the impact of its total research output and that of the output where it holds intellectual leadership. According to SCImago Institutions Rankings data, the College's academic prowess is most prominent in Medicine, Psychology, Arts and Humanities, and Economics, Econometrics and Finance. This strong integrity posture directly supports its mission to foster "responsible leadership," "academic excellence," and a "culture of integrity." By addressing the moderate risks identified, Dartmouth can further align its operational practices with its core values, ensuring its reputation for excellence is built on a foundation of unimpeachable self-reliance and scholarly rigor.
The institution's Z-score of -0.641 for multiple affiliations is lower than the national average of -0.514, indicating a prudent and well-managed approach to academic collaborations. This suggests that the institution's processes are more rigorous than the national standard in this regard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this lower-than-average rate minimizes any potential signals of strategic "affiliation shopping" and reinforces a clear and transparent accounting of institutional credit.
With a Z-score of -0.306, which is notably better than the national average of -0.126, the institution demonstrates a prudent profile concerning retracted publications. This suggests that its quality control mechanisms prior to publication are more effective than the national standard. While retractions can sometimes signify responsible supervision in correcting honest errors, this comparatively low rate indicates a strong institutional culture of methodological rigor, effectively preventing the types of systemic failures or recurring malpractice that would otherwise lead to a higher volume of retracted work.
The institution exhibits a Z-score of -0.736, significantly lower than the national average of -0.566, reflecting a prudent profile that strongly favors external validation. This result indicates that the institution manages its processes with more rigor than its national peers, effectively avoiding the risks of scientific isolation or 'echo chambers' where work is validated without sufficient external scrutiny. This commitment to global community recognition ensures that the institution's academic influence is not artificially inflated by endogamous or internal dynamics.
The institution shows a Z-score of -0.485, indicating a near-total absence of publications in discontinued journals, a rate even lower than the already minimal national average of -0.415. This operational silence is a powerful indicator of robust due diligence in the selection of dissemination channels. It confirms that the institution's researchers are effectively avoiding media that do not meet international ethical or quality standards, thereby protecting institutional resources and reputation from the severe risks associated with 'predatory' or low-quality publishing practices.
The institution's Z-score for hyper-authored output is 0.425, which, while indicating a medium-risk signal, is considerably lower than the national average of 0.594. This demonstrates a differentiated management approach, where the institution successfully moderates a risk that is more common across the country. This suggests a greater institutional capacity to distinguish between necessary massive collaboration in "Big Science" contexts and potentially problematic practices like 'honorary' authorship, which can dilute individual accountability and transparency in the research process.
The institution's Z-score of 0.309 for the impact gap is closely aligned with the national average of 0.284, suggesting it follows a systemic pattern common within the country. This indicates that a portion of the institution's scientific prestige is dependent on collaborations where it does not exercise primary intellectual leadership. While partnering is essential, this dynamic signals a potential sustainability risk and invites strategic reflection on how to bolster the impact of internally led research to ensure that excellence metrics are a direct result of the institution's own structural capacity and self-reliance.
With an exceptionally low Z-score of -0.847 compared to the national average of -0.275, the institution displays a highly prudent profile regarding hyperprolific authorship. This demonstrates a culture that effectively balances productivity with the capacity for meaningful intellectual contribution. The data suggests the institution successfully avoids the risks associated with extreme publication volumes, such as coercive authorship or data fragmentation, thereby prioritizing the integrity of the scientific record and the quality of its contributions over sheer quantitative output.
The institution's Z-score of -0.268 for output in its own journals is in close alignment with the national average of -0.220, reflecting a shared environment of maximum scientific security in this area. This integrity synchrony shows a strong commitment to independent, external peer review. By avoiding dependence on in-house journals, the institution mitigates potential conflicts of interest and academic endogamy, ensuring its scientific production is validated through standard competitive channels rather than internal 'fast tracks' that might bypass rigorous global scrutiny.
The institution demonstrates significant institutional resilience in this area, with a low-risk Z-score of -0.200 in contrast to the national average's medium-risk signal of 0.027. This divergence indicates that the institution's internal control mechanisms and academic culture appear to effectively mitigate the systemic risk of 'salami slicing' present in the wider environment. By discouraging the practice of fragmenting a coherent study into minimal publishable units, the institution upholds the integrity of the scientific evidence it produces and prioritizes the generation of significant new knowledge over the artificial inflation of productivity metrics.
